Really well said, @Brahmareddy The point about AI no longer being an experiment really lands — especially for teams that are actually shipping systems, not just running demos.

The unification theme is the through-line for me. When data engineering, analytics, and AI live on the same foundation, teams stop burning energy on handoffs and context switching and can stay focused on outcomes. That’s where real velocity shows up.

I also appreciate the emphasis on governance and trust. As AI gets closer to real decisions, lineage, access control, and visibility aren’t “nice to haves” — they’re table stakes. Seeing Unity Catalog positioned as foundational rather than an afterthought mirrors what teams are experiencing in practice.

Strong take, and a solid reflection of what’s happening on the ground.

Cheers, Louis